Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Rancherでkubeflow構築
Search
nakayamam
March 16, 2019
Technology
3
19k
Rancherでkubeflow構築
Rancher Meetup #07 in Osakaでの発表資料です
nakayamam
March 16, 2019
Tweet
Share
More Decks by nakayamam
See All by nakayamam
rancher/system-toolsを試してみた
nakayamam
0
370
Other Decks in Technology
See All in Technology
MUITにおける開発プロセスモダナイズの取り組みと開発生産性可視化の取り組みについて / Modernize the Development Process and Visualize Development Productivity at MUIT
muit
1
2.2k
GitHub Copilot の概要
tomokusaba
1
150
Tokyo_reInforce_2025_recap_iam_access_analyzer
hiashisan
0
150
さくらのIaaS基盤のモニタリングとOpenTelemetry/OSC Hokkaido 2025
fujiwara3
2
270
asken AI勉強会(Android)
tadashi_sato
0
150
KubeCon + CloudNativeCon Japan 2025 Recap by CA
ponkio_o
PRO
0
260
怖くない!はじめてのClaude Code
shinya337
0
310
製造業からパッケージ製品まで、あらゆる領域をカバー!生成AIを利用したテストシナリオ生成 / 20250627 Suguru Ishii
shift_evolve
PRO
1
160
B2C&B2B&社内向けサービスを抱える開発組織におけるサービス価値を最大化するイニシアチブ管理
belongadmin
1
920
Tech-Verse 2025 Keynote
lycorptech_jp
PRO
0
1.4k
生成AI時代 文字コードを学ぶ意義を見出せるか?
hrsued
1
750
Model Mondays S2E03: SLMs & Reasoning
nitya
0
240
Featured
See All Featured
ピンチをチャンスに:未来をつくるプロダクトロードマップ #pmconf2020
aki_iinuma
124
52k
KATA
mclloyd
30
14k
YesSQL, Process and Tooling at Scale
rocio
173
14k
Put a Button on it: Removing Barriers to Going Fast.
kastner
60
3.9k
Code Reviewing Like a Champion
maltzj
524
40k
The World Runs on Bad Software
bkeepers
PRO
69
11k
Making the Leap to Tech Lead
cromwellryan
134
9.4k
Build The Right Thing And Hit Your Dates
maggiecrowley
36
2.8k
Imperfection Machines: The Place of Print at Facebook
scottboms
267
13k
[Rails World 2023 - Day 1 Closing Keynote] - The Magic of Rails
eileencodes
35
2.4k
The Cult of Friendly URLs
andyhume
79
6.5k
Mobile First: as difficult as doing things right
swwweet
223
9.7k
Transcript
RancherͰkubeflowߏங Rancher Meetup #07 in Osaka Masaki-Nakayama
ࣗݾհ • Masaki-Nakayama @nakayamam2 • KAGOYA JAPAN • Rancher Meetup,
CNJP Kansai
kubeflowʁ IUUQTXXXLVCFqPXPSHEPDTBCPVULVCFqPX
kubeflow? KubernetesͷͨΊͷػցֶशπʔϧΩοτ
kubeflow? ԼهͷํʹΦεεϝ by ެࣜ • TensorFlowϞσϧΛ͞·͟·ͳڥʢϩʔΧϧɺΦϯϓ ϨɺΫϥυͳͲʣͰτϨʔχϯά/ఏڙ͍ͨ͠ • TensorFlowτϨʔχϯάδϣϒΛཧ͢ΔͨΊʹJupyter ϊʔτϒοΫΛ͍͍ͨ
• TensorFlowΛଞͷϓϩηεͱΈ߹Θ͍ͤͨ
kubeflow? kubeflowͷμογϡϘʔυ
kubeflow? Լهͷͷ͕͋Β͔͡Ίೖ͍ͬͯ·͢ • JupyterHub : Jupyter NotebookʹϢʔβʔೝূՃͯ͠ෳਓͰ͑ΔΑ ͏ʹͨ͠ͷ • TFjob
Dashboard: k8sͰTensorFlowτϨʔχϯάδϣϒΛཧͰ͖Δ • Katib Dashboard: ϋΠύʔύϥϝʔλʔνϡʔχϯάͷπʔϧ https://www.slideshare.net/Oshima0x3fd/katib ͕ৄͦ͠͏
ߏங·ͰಓͷΓͦ͏ɾɾɾ
͋ΔRancherΧλϩάΛݟ͍ͯΔͱɾɾ
͋ʂ
None
͔ͯ͠͠Chainer͙͑͢Δɾɾɾʁ
ྲྀΕ 1. GPUΫϥελʔͷߏங on GKE 2. ΫϥελʔΛRancherΠϯϙʔτ 3. RancherΧλϩάͰkubeflowσϓϩΠ ※ͪͳΈʹGKEʹೖΕΔ͚ͩͳΒઐ༻ͷϫϯΫϦοΫσϓϩΠ͕༻ҙ͞ΕͯΔͷͰ
ͦͪΒΛ͏ํ͕ૣ͍͔ https://deploy.kubeflow.cloud/#/
GPUΫϥελʔͷߏங on GKE
GPUબΜͰ࡞ KZVQZUFSIVC͕Ϧιʔε Λ৯͏ͷͰεϖοΫ͕͋ Μ·Γ͍ͱࢮʹ·͢
GPUΫϥελʔ͕Ͱ͖·ͨ͠
ΫϥελʔΛ RancherΠϯϙʔτ
None
ࣗݾॺ໊ͳͷͰͪ͜Β Λ࣮ߦ DMVTUFSBENJOΛϢʔβʔ ʹCJOEJOH
ΠϯϙʔτͰ͖·ͨ͠
RancherΧλϩάͰ kubeflowσϓϩΠ
None
֤ػೳͷ0/0''͕Ͱ͖ΔͬΆ͍ʁ
֤ػೳͷ0/0''͕Ͱ͖ΔͬΆ͍ʁ
None
6*
None
Ϣʔβʔ࡞͢Δ
ΠϝʔδΛࢦఆͯ͠TQBXO
ϫʔΫεϖʔε͕࡞͞ΕΔ
ϫʔΫεϖʔε͕ग़དྷ্͕Δ
QZUIPOίʔυΛ͙࣮͢ߦͰ͖Δ
None
UFOTPSqPXͷδϣϒͷ࡞͕Ͱ͖Δ
> kubectl get crd NAME AGE backendconfigs.cloud.google.com 2h scalingpolicies.scalingpolicy.kope.io 2h
studyjobs.kubeflow.org 1h tfjobs.kubeflow.org 1h ͋Εɺchainer operator͕͍ͳ͍ɾɾɾ
None
{"log":"2019/03/14 17:57:17 info: manifest \"kubeflow/templates/ chainer-rbac.yaml\" is empty. Skipping. \n","stream":"stderr","time":"2019-03-14T17:57:17.702047111Z"}
{"log":"2019/03/14 17:57:17 info: manifest \"kubeflow/templates/ chainer-crd.yaml\" is empty. Skipping. \n","stream":"stderr","time":"2019-03-14T17:57:17.702898257Z"} {"log":"2019/03/14 17:57:17 info: manifest \"kubeflow/templates/ chainer-operator.yaml\" is empty. Skipping. \n","stream":"stderr","time":"2019-03-14T17:57:17.702904447Z"} RancherαʔόʔͷϩάΛݟΔͱ Ͳ͏manifestʹө͞Ε͍ͯͳ͍Α͏ͩ
issueग़͠ͱ͖·ͨ͠ʂ
Thanks!